{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two parallel noncomunicating zones in a reservoir\n",
    "\n",
    "# This one is only water flood (no low sal effect)\n",
    "I'm injecting the seawater into a reservoir via a long horizontal well. The injectivity is better in some areas. I assign a larger injection rate to the 1D model for that zone, and a lower injection rate to the rest of the well, which is modelled again with a 1D model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: replacing module FractionalFlow.\n"
     ]
    }
   ],
   "source": [
    "include(\"../FractionalFlow/FractionalFlow.jl\")\n",
    "using PyPlot, Dierckx, SetPyPlot\n",
    "FF = FractionalFlow\n",
    "setrcparam()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "krw0_ww = 0.271636\n",
    "krw0_ow = 0.226423\n",
    "kro0_ww = 0.640774\n",
    "kro0_ow = 0.53222\n",
    "nw_ww = 3.74488\n",
    "# nw_ow= 3.81109\n",
    "# no_ww = 1.93454\n",
    "nw_ow= 3.0\n",
    "no_ww = 2.0\n",
    "no_ow= 2.0844\n",
    "sor_ww=0.333829\n",
    "sor_ow=0.40325\n",
    "sor_mw=0.1\n",
    "swc_ww=0.212\n",
    "swc_ow=0.212\n",
    "\n",
    "u_inj_fast = 0.3e-5\n",
    "u_inj_slow = 1.0e-5 \n",
    "pv_inj_fast = 2.0\n",
    "pv_inj_slow = u_inj_slow/u_inj_fast*pv_inj_fast\n",
    "A_fast = 0.7 # normalized to a total injection area of 1.0\n",
    "A_slow = 1-A_fast # normalized to a total injection area of 1.0\n",
    "eq_const = 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f4cd7a267f0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fluids_hs = FF.oil_water_fluids(mu_water=1.1e-3, mu_oil=2e-3)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=1e-3, mu_oil=2e-3)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "core_flood_fast = FF.core_flooding(u_inj=u_inj_fast, pv_inject=pv_inj_fast, p_back=1e5, sw_init=swc_ow, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "core_flood_slow = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=1e5, sw_init=swc_ow, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "\n",
    "core_props = FF.core_properties()\n",
    "ls_res_fast = FF.water_flood(core_props, fluids_ls, rel_perms_hs, core_flood_fast)\n",
    "ls_res_slow = FF.water_flood(core_props, fluids_ls, rel_perms_hs, core_flood_slow)\n",
    "\n",
    "FF.visualize(ls_res_fast)\n",
    "FF.visualize(ls_res_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f4cd7550b70>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(ls_res_fast.water_cut_time[:,1], ls_res_fast.water_cut_time[:,2], \n",
    "    ls_res_slow.water_cut_time[:,1], ls_res_slow.water_cut_time[:,2])\n",
    "legend([\"Fast\", \"Slow\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure shows the water cut in each zone. I need to add them together based on the total flow rate in each zone and plot the final value versus time. I need to know the total injection rate, the total surface area of each zone, and the water cut versus time. Then I calculate the new water cut versus time by calculating the total flow of oil and normalizing it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Spline1D(knots=[0.0,150.754 … 29849.2,30000.0] (200 elements), k=1, extrapolation=\"nearest\", residual=0.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_fast = ls_res_fast.water_cut_time[:,1]\n",
    "WC_fast = ls_res_fast.water_cut_time[:,2]\n",
    "t_slow = ls_res_slow.water_cut_time[:,1]\n",
    "WC_slow = ls_res_slow.water_cut_time[:,2]\n",
    "WC_f =  Spline1D(t_fast, WC_fast, k=1, bc=\"nearest\")\n",
    "WC_s =  Spline1D(t_slow, WC_slow, k=1, bc=\"nearest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20000-element Array{Float64,1}:\n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " ⋮                 \n",
       " 0.9943416003180039\n",
       " 0.9943420593422865\n",
       " 0.994342518366569 \n",
       " 0.9943429773908519\n",
       " 0.9943434364151345\n",
       " 0.9943438954394171\n",
       " 0.9943443544637   \n",
       " 0.9943448134879825\n",
       " 0.9943452725122651\n",
       " 0.9943457315365479\n",
       " 0.9943461905608305\n",
       " 0.9943466495851132"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = range(0, 20000, length=20000)\n",
    "WC = (u_inj_fast*A_fast.*WC_f(t)+u_inj_slow*A_slow.*WC_s(t))./(u_inj_fast*A_fast+u_inj_slow*A_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_pv = pv_inj_fast*A_fast+pv_inj_slow*(1-A_fast)\n",
    "\n",
    "\n",
    "\n",
    "plot(ls_res_fast.water_cut_time[:,1]./t_fast[end].*total_pv, ls_res_fast.water_cut_time[:,2], \n",
    "    ls_res_slow.water_cut_time[:,1]./t_fast[end].*total_pv, ls_res_slow.water_cut_time[:,2])\n",
    "\n",
    "plot(t./t_fast[end].*total_pv, WC, linewidth = 3, \"--\")\n",
    "\n",
    "legend([\"Late breakthrough\", \"Early breakthrough\", \"Overall\"])\n",
    "\n",
    "xlabel(\"Injected PV [-]\")\n",
    "ylabel(\"Water cut [-]\")\n",
    "\n",
    "savefig(\"results/water_cut_WF_zones.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.1.0",
   "language": "julia",
   "name": "julia-1.1"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
